Paper list of Time-series Forecasting with Deep Learning

RNN-LSTM

• Deep and Confident Prediction for Time Series at Uber
• DeepAR_Probabilistic Forecasting with Autoregressive Recurrent Networks
• Time-series Extreme Event Forecasting with Neural Networks at Uber
• LONG-TERM FORECASTING USING TENSOR-TRAIN RNNS
• Prediction on Housing Price Based on Deep Learning
• Time series forecasting by recurrent product unit neural networks

CNN based

• WAVENET_ A GENERATIVE MODEL FOR RAW AUDIO
• Conditional Time Series Forecasting with Convolutional Neural Networks
• Urban Water Flow and Water Level Prediction based on Deep Learning
• An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
• Deep Learning Forecasting with Dilated Causal Convolutional Neural Networks on the CIF2016 Dataset
• Forecasting short-term data center network traffic load with convolutional neural networks
• Dilated Convolutional Neural Networks for Time Series Forecasting
• Research and application of local perceptron neural network in high way rectifier for time series forecasting

CNN-LSTM

• Short-term traffic flow forecasting with spatial-temporal correlation in a hybrid deep learning framework
• Learning to Monitor Machine Health with Convolutional Bi-Directional LSTM Networks
• Load Forecasting via Deep Neural Networks
• Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks
• Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks
• Diffusion Convolutional Recurrent Neural Network-Data-Driven Traffic Forecasting